Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 12330 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 125 |
| Duplicate rows (%) | 1.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 130.0 B |
Variable types
| NUM | 14 |
|---|---|
| BOOL | 2 |
| CAT | 2 |
Reproduction
| Analysis started | 2020-08-29 15:51:35.757441 |
|---|---|
| Analysis finished | 2020-08-29 15:52:46.754744 |
| Duration | 1 minute and 11 seconds |
| Software version | pandas-profiling v2.9.0rc1 |
| Download configuration | config.yaml |
| Dataset has 125 (1.0%) duplicate rows | Duplicates |
ExitRates is highly correlated with BounceRates | High correlation |
BounceRates is highly correlated with ExitRates | High correlation |
Administrative has 5768 (46.8%) zeros | Zeros |
Administrative_Duration has 5903 (47.9%) zeros | Zeros |
Informational has 9699 (78.7%) zeros | Zeros |
Informational_Duration has 9925 (80.5%) zeros | Zeros |
ProductRelated_Duration has 755 (6.1%) zeros | Zeros |
BounceRates has 5518 (44.8%) zeros | Zeros |
PageValues has 9600 (77.9%) zeros | Zeros |
SpecialDay has 11079 (89.9%) zeros | Zeros |
| Distinct count | 27 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.31517 |
|---|---|
| Minimum | 0 |
| Maximum | 27 |
| Zeros | 5768 |
| Zeros (%) | 46.8% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.32178 |
|---|---|
| Coefficient of variation (CV) | 1.43479 |
| Kurtosis | 4.70115 |
| Mean | 2.31517 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.96036 |
| Sum | 28546 |
| Variance | 11.0342 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) | |
| 0 | 5768 | 46.8% | |
| 1 | 1354 | 11.0% | |
| 2 | 1114 | 9.0% | |
| 3 | 915 | 7.4% | |
| 4 | 765 | 6.2% | |
| 5 | 575 | 4.7% | |
| 6 | 432 | 3.5% | |
| 7 | 338 | 2.7% | |
| 8 | 287 | 2.3% | |
| 9 | 225 | 1.8% | |
| Other values (17) | 557 | 4.5% |
| Value | Count | Frequency (%) | |
| 0 | 5768 | 46.8% | |
| 1 | 1354 | 11.0% | |
| 2 | 1114 | 9.0% | |
| 3 | 915 | 7.4% | |
| 4 | 765 | 6.2% |
| Value | Count | Frequency (%) | |
| 27 | 1 | < 0.1% | |
| 26 | 1 | < 0.1% | |
| 24 | 4 | < 0.1% | |
| 23 | 3 | < 0.1% | |
| 22 | 4 | < 0.1% |
| Distinct count | 3335 |
|---|---|
| Unique (%) | 27.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.8186 |
|---|---|
| Minimum | 0 |
| Maximum | 3398.75 |
| Zeros | 5903 |
| Zeros (%) | 47.9% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 7.5 |
| Q3 | 93.2562 |
| 95-th percentile | 348.266 |
| Maximum | 3398.75 |
| Range | 3398.75 |
| Interquartile range (IQR) | 93.2562 |
Descriptive statistics
| Standard deviation | 176.779 |
|---|---|
| Coefficient of variation (CV) | 2.18736 |
| Kurtosis | 50.5567 |
| Mean | 80.8186 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 5.61572 |
| Sum | 996493 |
| Variance | 31250.9 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5903 | 47.9% | |
| 4 | 56 | 0.5% | |
| 5 | 53 | 0.4% | |
| 7 | 45 | 0.4% | |
| 11 | 42 | 0.3% | |
| 6 | 41 | 0.3% | |
| 14 | 37 | 0.3% | |
| 9 | 35 | 0.3% | |
| 15 | 33 | 0.3% | |
| 10 | 32 | 0.3% | |
| Other values (3325) | 6053 | 49.1% |
| Value | Count | Frequency (%) | |
| 0 | 5903 | 47.9% | |
| 1.33333 | 1 | < 0.1% | |
| 2 | 15 | 0.1% | |
| 3 | 26 | 0.2% | |
| 3.5 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3398.75 | 1 | < 0.1% | |
| 2720.5 | 1 | < 0.1% | |
| 2657.32 | 1 | < 0.1% | |
| 2629.25 | 1 | < 0.1% | |
| 2407.42 | 1 | < 0.1% |
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.503569 |
|---|---|
| Minimum | 0 |
| Maximum | 24 |
| Zeros | 9699 |
| Zeros (%) | 78.7% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.27016 |
|---|---|
| Coefficient of variation (CV) | 2.52231 |
| Kurtosis | 26.9323 |
| Mean | 0.503569 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.03646 |
| Sum | 6209 |
| Variance | 1.6133 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) | |
| 0 | 9699 | 78.7% | |
| 1 | 1041 | 8.4% | |
| 2 | 728 | 5.9% | |
| 3 | 380 | 3.1% | |
| 4 | 222 | 1.8% | |
| 5 | 99 | 0.8% | |
| 6 | 78 | 0.6% | |
| 7 | 36 | 0.3% | |
| 9 | 15 | 0.1% | |
| 8 | 14 | 0.1% | |
| Other values (7) | 18 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 9699 | 78.7% | |
| 1 | 1041 | 8.4% | |
| 2 | 728 | 5.9% | |
| 3 | 380 | 3.1% | |
| 4 | 222 | 1.8% |
| Value | Count | Frequency (%) | |
| 24 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 14 | 2 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 12 | 5 | < 0.1% |
| Distinct count | 1258 |
|---|---|
| Unique (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.4724 |
|---|---|
| Minimum | 0 |
| Maximum | 2549.38 |
| Zeros | 9925 |
| Zeros (%) | 80.5% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 195 |
| Maximum | 2549.38 |
| Range | 2549.38 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 140.749 |
|---|---|
| Coefficient of variation (CV) | 4.08296 |
| Kurtosis | 76.3169 |
| Mean | 34.4724 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.57918 |
| Sum | 425045 |
| Variance | 19810.4 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 9925 | 80.5% | |
| 9 | 33 | 0.3% | |
| 6 | 26 | 0.2% | |
| 10 | 26 | 0.2% | |
| 7 | 26 | 0.2% | |
| 13 | 23 | 0.2% | |
| 12 | 23 | 0.2% | |
| 8 | 22 | 0.2% | |
| 16 | 22 | 0.2% | |
| 11 | 21 | 0.2% | |
| Other values (1248) | 2183 | 17.7% |
| Value | Count | Frequency (%) | |
| 0 | 9925 | 80.5% | |
| 1 | 3 | < 0.1% | |
| 1.5 | 1 | < 0.1% | |
| 2 | 11 | 0.1% | |
| 2.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2549.38 | 1 | < 0.1% | |
| 2256.92 | 1 | < 0.1% | |
| 2252.03 | 1 | < 0.1% | |
| 2195.3 | 1 | < 0.1% | |
| 2166.5 | 1 | < 0.1% |
ProductRelated
Real number (ℝ≥0)
| Distinct count | 311 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.7315 |
|---|---|
| Minimum | 0 |
| Maximum | 705 |
| Zeros | 38 |
| Zeros (%) | 0.3% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 18 |
| Q3 | 38 |
| 95-th percentile | 109 |
| Maximum | 705 |
| Range | 705 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 44.4755 |
|---|---|
| Coefficient of variation (CV) | 1.40162 |
| Kurtosis | 31.2117 |
| Mean | 31.7315 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 4.34152 |
| Sum | 391249 |
| Variance | 1978.07 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 622 | 5.0% | |
| 2 | 465 | 3.8% | |
| 3 | 458 | 3.7% | |
| 4 | 404 | 3.3% | |
| 6 | 396 | 3.2% | |
| 7 | 391 | 3.2% | |
| 5 | 382 | 3.1% | |
| 8 | 370 | 3.0% | |
| 10 | 330 | 2.7% | |
| 9 | 317 | 2.6% | |
| Other values (301) | 8195 | 66.5% |
| Value | Count | Frequency (%) | |
| 0 | 38 | 0.3% | |
| 1 | 622 | 5.0% | |
| 2 | 465 | 3.8% | |
| 3 | 458 | 3.7% | |
| 4 | 404 | 3.3% |
| Value | Count | Frequency (%) | |
| 705 | 1 | < 0.1% | |
| 686 | 1 | < 0.1% | |
| 584 | 1 | < 0.1% | |
| 534 | 1 | < 0.1% | |
| 518 | 1 | < 0.1% |
| Distinct count | 9551 |
|---|---|
| Unique (%) | 77.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1194.75 |
|---|---|
| Minimum | 0 |
| Maximum | 63973.5 |
| Zeros | 755 |
| Zeros (%) | 6.1% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 184.137 |
| median | 598.937 |
| Q3 | 1464.16 |
| 95-th percentile | 4300.29 |
| Maximum | 63973.5 |
| Range | 63973.5 |
| Interquartile range (IQR) | 1280.02 |
Descriptive statistics
| Standard deviation | 1913.67 |
|---|---|
| Coefficient of variation (CV) | 1.60174 |
| Kurtosis | 137.174 |
| Mean | 1194.75 |
| Median Absolute Deviation (MAD) | 500.937 |
| Skewness | 7.26323 |
| Sum | 1.47312e+07 |
| Variance | 3.66213e+06 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 755 | 6.1% | |
| 17 | 21 | 0.2% | |
| 8 | 17 | 0.1% | |
| 11 | 17 | 0.1% | |
| 15 | 16 | 0.1% | |
| 19 | 15 | 0.1% | |
| 22 | 15 | 0.1% | |
| 12 | 15 | 0.1% | |
| 7 | 14 | 0.1% | |
| 13 | 14 | 0.1% | |
| Other values (9541) | 11431 | 92.7% |
| Value | Count | Frequency (%) | |
| 0 | 755 | 6.1% | |
| 0.5 | 1 | < 0.1% | |
| 1 | 2 | < 0.1% | |
| 2.33333 | 1 | < 0.1% | |
| 2.66667 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 63973.5 | 1 | < 0.1% | |
| 43171.2 | 1 | < 0.1% | |
| 29970.5 | 1 | < 0.1% | |
| 27009.9 | 1 | < 0.1% | |
| 24844.2 | 1 | < 0.1% |
| Distinct count | 1872 |
|---|---|
| Unique (%) | 15.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0221914 |
|---|---|
| Minimum | 0 |
| Maximum | 0.2 |
| Zeros | 5518 |
| Zeros (%) | 44.8% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.00311247 |
| Q3 | 0.0168126 |
| 95-th percentile | 0.2 |
| Maximum | 0.2 |
| Range | 0.2 |
| Interquartile range (IQR) | 0.0168126 |
Descriptive statistics
| Standard deviation | 0.0484883 |
|---|---|
| Coefficient of variation (CV) | 2.18501 |
| Kurtosis | 7.72316 |
| Mean | 0.0221914 |
| Median Absolute Deviation (MAD) | 0.00311247 |
| Skewness | 2.94786 |
| Sum | 273.62 |
| Variance | 0.00235112 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5518 | 44.8% | |
| 0.2 | 700 | 5.7% | |
| 0.0666667 | 134 | 1.1% | |
| 0.0285714 | 115 | 0.9% | |
| 0.05 | 113 | 0.9% | |
| 0.0333333 | 101 | 0.8% | |
| 0.025 | 100 | 0.8% | |
| 0.0166667 | 99 | 0.8% | |
| 0.1 | 98 | 0.8% | |
| 0.04 | 96 | 0.8% | |
| Other values (1862) | 5256 | 42.6% |
| Value | Count | Frequency (%) | |
| 0 | 5518 | 44.8% | |
| 2.73e-05 | 1 | < 0.1% | |
| 3.35e-05 | 1 | < 0.1% | |
| 3.83e-05 | 1 | < 0.1% | |
| 3.94e-05 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.2 | 700 | 5.7% | |
| 0.183333 | 1 | < 0.1% | |
| 0.18 | 5 | < 0.1% | |
| 0.176923 | 1 | < 0.1% | |
| 0.175 | 1 | < 0.1% |
| Distinct count | 4777 |
|---|---|
| Unique (%) | 38.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0430728 |
|---|---|
| Minimum | 0 |
| Maximum | 0.2 |
| Zeros | 76 |
| Zeros (%) | 0.6% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.00456757 |
| Q1 | 0.0142857 |
| median | 0.0251564 |
| Q3 | 0.05 |
| 95-th percentile | 0.2 |
| Maximum | 0.2 |
| Range | 0.2 |
| Interquartile range (IQR) | 0.0357143 |
Descriptive statistics
| Standard deviation | 0.0485965 |
|---|---|
| Coefficient of variation (CV) | 1.12824 |
| Kurtosis | 4.01703 |
| Mean | 0.0430728 |
| Median Absolute Deviation (MAD) | 0.0141726 |
| Skewness | 2.14879 |
| Sum | 531.088 |
| Variance | 0.00236162 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2 | 710 | 5.8% | |
| 0.1 | 338 | 2.7% | |
| 0.05 | 329 | 2.7% | |
| 0.0333333 | 291 | 2.4% | |
| 0.0666667 | 267 | 2.2% | |
| 0.025 | 224 | 1.8% | |
| 0.04 | 214 | 1.7% | |
| 0.0166667 | 181 | 1.5% | |
| 0.02 | 167 | 1.4% | |
| 0.0222222 | 152 | 1.2% | |
| Other values (4767) | 9457 | 76.7% |
| Value | Count | Frequency (%) | |
| 0 | 76 | 0.6% | |
| 0.000175593 | 1 | < 0.1% | |
| 0.000250438 | 1 | < 0.1% | |
| 0.000262123 | 1 | < 0.1% | |
| 0.000263158 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.2 | 710 | 5.8% | |
| 0.192308 | 1 | < 0.1% | |
| 0.188889 | 2 | < 0.1% | |
| 0.186667 | 4 | < 0.1% | |
| 0.183333 | 2 | < 0.1% |
| Distinct count | 2704 |
|---|---|
| Unique (%) | 21.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.88926 |
|---|---|
| Minimum | 0 |
| Maximum | 361.764 |
| Zeros | 9600 |
| Zeros (%) | 77.9% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 38.1605 |
| Maximum | 361.764 |
| Range | 361.764 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 18.5684 |
|---|---|
| Coefficient of variation (CV) | 3.15293 |
| Kurtosis | 65.6357 |
| Mean | 5.88926 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.38296 |
| Sum | 72614.5 |
| Variance | 344.787 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 9600 | 77.9% | |
| 53.988 | 6 | < 0.1% | |
| 42.2931 | 3 | < 0.1% | |
| 40.2782 | 2 | < 0.1% | |
| 12.5589 | 2 | < 0.1% | |
| 44.8935 | 2 | < 0.1% | |
| 58.9242 | 2 | < 0.1% | |
| 16.1586 | 2 | < 0.1% | |
| 10.999 | 2 | < 0.1% | |
| 21.2113 | 2 | < 0.1% | |
| Other values (2694) | 2707 | 22.0% |
| Value | Count | Frequency (%) | |
| 0 | 9600 | 77.9% | |
| 0.0380345 | 1 | < 0.1% | |
| 0.0670495 | 1 | < 0.1% | |
| 0.0935469 | 1 | < 0.1% | |
| 0.0986214 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 361.764 | 1 | < 0.1% | |
| 360.953 | 1 | < 0.1% | |
| 287.954 | 1 | < 0.1% | |
| 270.785 | 1 | < 0.1% | |
| 261.491 | 1 | < 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0614274 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 11079 |
| Zeros (%) | 89.9% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.6 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.198917 |
|---|---|
| Coefficient of variation (CV) | 3.23825 |
| Kurtosis | 9.91366 |
| Mean | 0.0614274 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.30267 |
| Sum | 757.4 |
| Variance | 0.0395681 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 0 | 11079 | 89.9% | |
| 0.6 | 351 | 2.8% | |
| 0.8 | 325 | 2.6% | |
| 0.4 | 243 | 2.0% | |
| 0.2 | 178 | 1.4% | |
| 1 | 154 | 1.2% |
| Value | Count | Frequency (%) | |
| 0 | 11079 | 89.9% | |
| 0.2 | 178 | 1.4% | |
| 0.4 | 243 | 2.0% | |
| 0.6 | 351 | 2.8% | |
| 0.8 | 325 | 2.6% |
| Value | Count | Frequency (%) | |
| 1 | 154 | 1.2% | |
| 0.8 | 325 | 2.6% | |
| 0.6 | 351 | 2.8% | |
| 0.4 | 243 | 2.0% | |
| 0.2 | 178 | 1.4% |
Month
Categorical
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.3 KiB |
| May | |
|---|---|
| Nov | |
| Mar | |
| Dec | |
| Oct | |
| Other values (5) |
| Value | Count | Frequency (%) | |
| May | 3364 | 27.3% | |
| Nov | 2998 | 24.3% | |
| Mar | 1907 | 15.5% | |
| Dec | 1727 | 14.0% | |
| Oct | 549 | 4.5% | |
| Sep | 448 | 3.6% | |
| Aug | 433 | 3.5% | |
| Jul | 432 | 3.5% | |
| June | 288 | 2.3% | |
| Feb | 184 | 1.5% |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.02336 |
| Min length | 3 |
OperatingSystems
Real number (ℝ≥0)
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.12401 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.911325 |
|---|---|
| Coefficient of variation (CV) | 0.429059 |
| Kurtosis | 10.4568 |
| Mean | 2.12401 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.06629 |
| Sum | 26189 |
| Variance | 0.830513 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 2 | 6601 | 53.5% | |
| 1 | 2585 | 21.0% | |
| 3 | 2555 | 20.7% | |
| 4 | 478 | 3.9% | |
| 8 | 79 | 0.6% | |
| 6 | 19 | 0.2% | |
| 7 | 7 | 0.1% | |
| 5 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2585 | 21.0% | |
| 2 | 6601 | 53.5% | |
| 3 | 2555 | 20.7% | |
| 4 | 478 | 3.9% | |
| 5 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 79 | 0.6% | |
| 7 | 7 | 0.1% | |
| 6 | 19 | 0.2% | |
| 5 | 6 | < 0.1% | |
| 4 | 478 | 3.9% |
Browser
Real number (ℝ≥0)
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3571 |
|---|---|
| Minimum | 1 |
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.71728 |
|---|---|
| Coefficient of variation (CV) | 0.728556 |
| Kurtosis | 12.7467 |
| Mean | 2.3571 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.24235 |
| Sum | 29063 |
| Variance | 2.94904 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) | |
| 2 | 7961 | 64.6% | |
| 1 | 2462 | 20.0% | |
| 4 | 736 | 6.0% | |
| 5 | 467 | 3.8% | |
| 6 | 174 | 1.4% | |
| 10 | 163 | 1.3% | |
| 8 | 135 | 1.1% | |
| 3 | 105 | 0.9% | |
| 13 | 61 | 0.5% | |
| 7 | 49 | 0.4% | |
| Other values (3) | 17 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2462 | 20.0% | |
| 2 | 7961 | 64.6% | |
| 3 | 105 | 0.9% | |
| 4 | 736 | 6.0% | |
| 5 | 467 | 3.8% |
| Value | Count | Frequency (%) | |
| 13 | 61 | 0.5% | |
| 12 | 10 | 0.1% | |
| 11 | 6 | < 0.1% | |
| 10 | 163 | 1.3% | |
| 9 | 1 | < 0.1% |
Region
Real number (ℝ≥0)
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.14736 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.40159 |
|---|---|
| Coefficient of variation (CV) | 0.763048 |
| Kurtosis | -0.14868 |
| Mean | 3.14736 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.983549 |
| Sum | 38807 |
| Variance | 5.76764 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) | |
| 1 | 4780 | 38.8% | |
| 3 | 2403 | 19.5% | |
| 4 | 1182 | 9.6% | |
| 2 | 1136 | 9.2% | |
| 6 | 805 | 6.5% | |
| 7 | 761 | 6.2% | |
| 9 | 511 | 4.1% | |
| 8 | 434 | 3.5% | |
| 5 | 318 | 2.6% |
| Value | Count | Frequency (%) | |
| 1 | 4780 | 38.8% | |
| 2 | 1136 | 9.2% | |
| 3 | 2403 | 19.5% | |
| 4 | 1182 | 9.6% | |
| 5 | 318 | 2.6% |
| Value | Count | Frequency (%) | |
| 9 | 511 | 4.1% | |
| 8 | 434 | 3.5% | |
| 7 | 761 | 6.2% | |
| 6 | 805 | 6.5% | |
| 5 | 318 | 2.6% |
TrafficType
Real number (ℝ≥0)
| Distinct count | 20 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.06959 |
|---|---|
| Minimum | 1 |
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 96.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 13 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 4.02517 |
|---|---|
| Coefficient of variation (CV) | 0.989086 |
| Kurtosis | 3.47971 |
| Mean | 4.06959 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.96299 |
| Sum | 50178 |
| Variance | 16.202 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) | |
| 2 | 3913 | 31.7% | |
| 1 | 2451 | 19.9% | |
| 3 | 2052 | 16.6% | |
| 4 | 1069 | 8.7% | |
| 13 | 738 | 6.0% | |
| 10 | 450 | 3.6% | |
| 6 | 444 | 3.6% | |
| 8 | 343 | 2.8% | |
| 5 | 260 | 2.1% | |
| 11 | 247 | 2.0% | |
| Other values (10) | 363 | 2.9% |
| Value | Count | Frequency (%) | |
| 1 | 2451 | 19.9% | |
| 2 | 3913 | 31.7% | |
| 3 | 2052 | 16.6% | |
| 4 | 1069 | 8.7% | |
| 5 | 260 | 2.1% |
| Value | Count | Frequency (%) | |
| 20 | 198 | 1.6% | |
| 19 | 17 | 0.1% | |
| 18 | 10 | 0.1% | |
| 17 | 1 | < 0.1% | |
| 16 | 3 | < 0.1% |
VisitorType
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.3 KiB |
| Returning_Visitor | |
|---|---|
| New_Visitor | |
| Other | 85 |
| Value | Count | Frequency (%) | |
| Returning_Visitor | 10551 | 85.6% | |
| New_Visitor | 1694 | 13.7% | |
| Other | 85 | 0.7% |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 16.0929 |
| Min length | 5 |
Weekend
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) | |
| False | 9462 | 76.7% | |
| True | 2868 | 23.3% |
Revenue
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) | |
| False | 10422 | 84.5% | |
| True | 1908 | 15.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.0 | 0 | 0.0 | 1 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | Feb | 1 | 1 | 1 | 1 | Returning_Visitor | False | False |
| 1 | 0 | 0.0 | 0 | 0.0 | 2 | 64.000000 | 0.000000 | 0.100000 | 0.0 | 0.0 | Feb | 2 | 2 | 1 | 2 | Returning_Visitor | False | False |
| 2 | 0 | 0.0 | 0 | 0.0 | 1 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | Feb | 4 | 1 | 9 | 3 | Returning_Visitor | False | False |
| 3 | 0 | 0.0 | 0 | 0.0 | 2 | 2.666667 | 0.050000 | 0.140000 | 0.0 | 0.0 | Feb | 3 | 2 | 2 | 4 | Returning_Visitor | False | False |
| 4 | 0 | 0.0 | 0 | 0.0 | 10 | 627.500000 | 0.020000 | 0.050000 | 0.0 | 0.0 | Feb | 3 | 3 | 1 | 4 | Returning_Visitor | True | False |
| 5 | 0 | 0.0 | 0 | 0.0 | 19 | 154.216667 | 0.015789 | 0.024561 | 0.0 | 0.0 | Feb | 2 | 2 | 1 | 3 | Returning_Visitor | False | False |
| 6 | 0 | 0.0 | 0 | 0.0 | 1 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.4 | Feb | 2 | 4 | 3 | 3 | Returning_Visitor | False | False |
| 7 | 1 | 0.0 | 0 | 0.0 | 0 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | Feb | 1 | 2 | 1 | 5 | Returning_Visitor | True | False |
| 8 | 0 | 0.0 | 0 | 0.0 | 2 | 37.000000 | 0.000000 | 0.100000 | 0.0 | 0.8 | Feb | 2 | 2 | 2 | 3 | Returning_Visitor | False | False |
| 9 | 0 | 0.0 | 0 | 0.0 | 3 | 738.000000 | 0.000000 | 0.022222 | 0.0 | 0.4 | Feb | 2 | 4 | 1 | 2 | Returning_Visitor | False | False |
Last rows
| Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12320 | 0 | 0.00 | 0 | 0.0 | 8 | 143.583333 | 0.014286 | 0.050000 | 0.000000 | 0.0 | Nov | 2 | 2 | 3 | 1 | Returning_Visitor | False | False |
| 12321 | 0 | 0.00 | 0 | 0.0 | 6 | 0.000000 | 0.200000 | 0.200000 | 0.000000 | 0.0 | Nov | 1 | 8 | 4 | 1 | Returning_Visitor | False | False |
| 12322 | 6 | 76.25 | 0 | 0.0 | 22 | 1075.250000 | 0.000000 | 0.004167 | 0.000000 | 0.0 | Dec | 2 | 2 | 4 | 2 | Returning_Visitor | False | False |
| 12323 | 2 | 64.75 | 0 | 0.0 | 44 | 1157.976190 | 0.000000 | 0.013953 | 0.000000 | 0.0 | Nov | 2 | 2 | 1 | 10 | Returning_Visitor | False | False |
| 12324 | 0 | 0.00 | 1 | 0.0 | 16 | 503.000000 | 0.000000 | 0.037647 | 0.000000 | 0.0 | Nov | 2 | 2 | 1 | 1 | Returning_Visitor | False | False |
| 12325 | 3 | 145.00 | 0 | 0.0 | 53 | 1783.791667 | 0.007143 | 0.029031 | 12.241717 | 0.0 | Dec | 4 | 6 | 1 | 1 | Returning_Visitor | True | False |
| 12326 | 0 | 0.00 | 0 | 0.0 | 5 | 465.750000 | 0.000000 | 0.021333 | 0.000000 | 0.0 | Nov | 3 | 2 | 1 | 8 | Returning_Visitor | True | False |
| 12327 | 0 | 0.00 | 0 | 0.0 | 6 | 184.250000 | 0.083333 | 0.086667 | 0.000000 | 0.0 | Nov | 3 | 2 | 1 | 13 | Returning_Visitor | True | False |
| 12328 | 4 | 75.00 | 0 | 0.0 | 15 | 346.000000 | 0.000000 | 0.021053 | 0.000000 | 0.0 | Nov | 2 | 2 | 3 | 11 | Returning_Visitor | False | False |
| 12329 | 0 | 0.00 | 0 | 0.0 | 3 | 21.250000 | 0.000000 | 0.066667 | 0.000000 | 0.0 | Nov | 3 | 2 | 1 | 2 | New_Visitor | True | False |
Most frequent
| Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | Mar | 2 | 2 | 1 | 1 | Returning_Visitor | False | False | 14 |
| 36 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | Mar | 3 | 2 | 3 | 1 | Returning_Visitor | False | False | 7 |
| 44 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | May | 2 | 2 | 1 | 3 | Returning_Visitor | False | False | 7 |
| 38 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | May | 1 | 1 | 1 | 3 | Returning_Visitor | False | False | 6 |
| 13 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | Dec | 8 | 13 | 9 | 20 | Other | False | False | 5 |
| 34 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | Mar | 3 | 2 | 1 | 1 | Returning_Visitor | False | False | 4 |
| 41 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | May | 1 | 1 | 4 | 3 | Returning_Visitor | False | False | 4 |
| 60 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | Nov | 2 | 2 | 1 | 1 | Returning_Visitor | False | False | 4 |
| 0 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | Dec | 1 | 1 | 1 | 1 | Returning_Visitor | True | False | 3 |
| 3 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | Dec | 1 | 1 | 4 | 1 | Returning_Visitor | True | False | 3 |